Strange loops: journeys in declarative logic programming in genomics and beyo...
summary
Describes building a Prolog-based toolkit BitKit for genomic queries, a Make-like workflow system biom that runs on clusters, and a compact query layer SPARQLProg that compiles reusable Horn-rule fragments to SPARQL; reports OWL/description-logic reasoners failing on real ontologies while a datalog-based pipeline scales to classify large OBO ontologies, describes an undecidable Common Logic alternative obog and the widely adopted LinkML schema toolchain with monthly community calls and early OntoGPT/CurateGPT assistants.
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chapters (14)
- 0:00Introduction and background
- 3:31Declarative bioinformatics
- 5:40Bitkit tool development
- 8:06Logic to SQL compilation
- 9:50Community reception
- 11:26Workflow automation
- 15:57Ontologies and description logics
- 21:09OBOlog and common logic
- 25:55Standardization in ontologies
- 28:41Semantic web queries
- 34:57LinkML introduction
- 37:59LinkML tools and metamodel
- 40:08LinkML Datalog
- 43:22Future with AI and conclusion
